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Image Credit: Arxiv

Recurrent Neural Operators: Stable Long-Term PDE Prediction

  • Neural operators are used for learning solution operators of partial differential equations.
  • To address issues in time-dependent problems, Recurrent Neural Operators (RNOs) framework has been proposed.
  • RNOs integrate recurrent training into neural operator architectures to align training with inference dynamics.
  • Empirical results show that recurrently trained Multigrid Neural Operators outperform teacher-forced counterparts in long-term accuracy and stability.

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